YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	12
Number of observations	881666
Missing cells	30
Missing cells (%)	< 0.1%
Duplicate rows	440828
Duplicate rows (%)	50.0%
Total size in memory	80.7 MiB
Average record size in memory	96.0 B

Variable types

Numeric	8
Categorical	4

Alerts

Dataset has 440828 (50.0%) duplicate rows	Duplicates
`CustomerID` is highly overall correlated with `cancelou`	High correlation
`cancelou` is highly overall correlated with `CustomerID` and 1 other fields	High correlation
`ligacoes_callcenter` is highly overall correlated with `cancelou`	High correlation
`ligacoes_callcenter` has 139750 (15.9%) zeros	Zeros
`dias_atraso` has 33808 (3.8%) zeros	Zeros

Reproduction

Analysis started	2025-11-21 00:14:53.701700
Analysis finished	2025-11-21 00:15:30.958358
Duration	37.26 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

CustomerID
Real number (ℝ)

High correlation

Distinct	440832
Distinct (%)	50.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	225398.67

Minimum	2
Maximum	449999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	2
5-th percentile	22050.15
Q1	113621.75
median	226125.5
Q3	337739.25
95-th percentile	425905.85
Maximum	449999
Range	449997
Interquartile range (IQR)	224117.5

Descriptive statistics

Standard deviation	129531.85
Coefficient of variation (CV)	0.57467884
Kurtosis	-1.2006439
Mean	225398.67
Median Absolute Deviation (MAD)	112049.5
Skewness	-0.018485792
Sum	1.9872589 × 10¹¹
Variance	1.6778499 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
449999	2	< 0.1%
449243	2	< 0.1%
449242	2	< 0.1%
449241	2	< 0.1%
449240	2	< 0.1%
449239	2	< 0.1%
449238	2	< 0.1%
449237	2	< 0.1%
449236	2	< 0.1%
449235	2	< 0.1%
Other values (440822)	881644	> 99.9%

Value	Count	Frequency (%)
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	2	< 0.1%
11	2	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
449999	2	< 0.1%
449998	2	< 0.1%
449997	2	< 0.1%
449996	2	< 0.1%
449995	2	< 0.1%
449994	2	< 0.1%
449993	2	< 0.1%
449992	2	< 0.1%
449991	2	< 0.1%
449990	2	< 0.1%

idade
Real number (ℝ)

Distinct	48
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	39.373153

Minimum	18
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	29
median	39
Q3	48
95-th percentile	61
Maximum	65
Range	47
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	12.442362
Coefficient of variation (CV)	0.31601133
Kurtosis	-0.86485526
Mean	39.373153
Median Absolute Deviation (MAD)	9
Skewness	0.1620154
Sum	34713892
Variance	154.81238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
50	27054	3.1%
42	25156	2.9%
40	24834	2.8%
48	24758	2.8%
47	24738	2.8%
46	24736	2.8%
44	24688	2.8%
49	24662	2.8%
41	24628	2.8%
43	24596	2.8%
Other values (38)	631814	71.7%

Value	Count	Frequency (%)
18	16438	1.9%
19	16146	1.8%
20	19106	2.2%
21	19148	2.2%
22	19278	2.2%
23	19026	2.2%
24	18930	2.1%
25	19294	2.2%
26	19384	2.2%
27	18944	2.1%

Value	Count	Frequency (%)
65	10920	1.2%
64	10992	1.2%
63	11120	1.3%
62	10576	1.2%
61	10814	1.2%
60	10860	1.2%
59	11146	1.3%
58	10746	1.2%
57	10722	1.2%
56	10954	1.2%

sexo
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Memory size	6.7 MiB

Male	500504
Female	381160

Length

Max length	6
Median length	4
Mean length	4.8646378
Min length	4

Characters and Unicode

Total characters	4288976
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	500504	56.8%
Female	381160	43.2%
(Missing)	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	500504	56.8%
female	381160	43.2%

Most occurring characters

Value	Count	Frequency (%)
e	1262824	29.4%
a	881664	20.6%
l	881664	20.6%
M	500504	11.7%
F	381160	8.9%
m	381160	8.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4288976	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1262824	29.4%
a	881664	20.6%
l	881664	20.6%
M	500504	11.7%
F	381160	8.9%
m	381160	8.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4288976	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1262824	29.4%
a	881664	20.6%
l	881664	20.6%
M	500504	11.7%
F	381160	8.9%
m	381160	8.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4288976	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1262824	29.4%
a	881664	20.6%
l	881664	20.6%
M	500504	11.7%
F	381160	8.9%
m	381160	8.9%

tempo_como_cliente
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	31.256312

Minimum	1
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	16
median	32
Q3	46
95-th percentile	58
Maximum	60
Range	59
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.255713
Coefficient of variation (CV)	0.55207131
Kurtosis	-1.1925219
Mean	31.256312
Median Absolute Deviation (MAD)	15
Skewness	-0.061399502
Sum	27557534
Variance	297.75964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	15656	1.8%
49	15630	1.8%
56	15624	1.8%
55	15554	1.8%
33	15540	1.8%
52	15537	1.8%
30	15500	1.8%
47	15494	1.8%
48	15474	1.8%
57	15470	1.8%
Other values (50)	726184	82.4%

Value	Count	Frequency (%)
1	12814	1.5%
2	13150	1.5%
3	12834	1.5%
4	13212	1.5%
5	13338	1.5%
6	15408	1.7%
7	15138	1.7%
8	15340	1.7%
9	15068	1.7%
10	15348	1.7%

Value	Count	Frequency (%)
60	15316	1.7%
59	15194	1.7%
58	15338	1.7%
57	15470	1.8%
56	15624	1.8%
55	15554	1.8%
54	15212	1.7%
53	15330	1.7%
52	15537	1.8%
51	15188	1.7%

frequencia_uso
Real number (ℝ)

Distinct	30
Distinct (%)	< 0.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	15.807496

Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	9
median	16
Q3	23
95-th percentile	29
Maximum	30
Range	29
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.5862414
Coefficient of variation (CV)	0.54317532
Kurtosis	-1.1758168
Mean	15.807496
Median Absolute Deviation (MAD)	7
Skewness	-0.043474089
Sum	13936884
Variance	73.723542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
11	30622	3.5%
29	30568	3.5%
20	30516	3.5%
25	30474	3.5%
30	30464	3.5%
21	30410	3.4%
19	30408	3.4%
12	30358	3.4%
26	30268	3.4%
15	30258	3.4%
Other values (20)	577317	65.5%

Value	Count	Frequency (%)
1	27594	3.1%
2	27266	3.1%
3	27686	3.1%
4	27098	3.1%
5	27432	3.1%
6	27492	3.1%
7	27110	3.1%
8	27450	3.1%
9	27540	3.1%
10	30180	3.4%

Value	Count	Frequency (%)
30	30464	3.5%
29	30568	3.5%
28	30024	3.4%
27	30242	3.4%
26	30268	3.4%
25	30474	3.5%
24	30076	3.4%
23	30144	3.4%
22	30010	3.4%
21	30410	3.4%

ligacoes_callcenter
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.6044366

Minimum	0
Maximum	10
Zeros	139750
Zeros (%)	15.9%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.0702161
Coefficient of variation (CV)	0.85178808
Kurtosis	-0.74591454
Mean	3.6044366
Median Absolute Deviation (MAD)	2
Skewness	0.66680737
Sum	3177902
Variance	9.4262271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	139750	15.9%
1	138952	15.8%
2	133142	15.1%
3	105458	12.0%
4	77500	8.8%
5	49836	5.7%
10	47800	5.4%
7	47740	5.4%
9	47260	5.4%
8	47118	5.3%

Value	Count	Frequency (%)
0	139750	15.9%
1	138952	15.8%
2	133142	15.1%
3	105458	12.0%
4	77500	8.8%
5	49836	5.7%
6	47108	5.3%
7	47740	5.4%
8	47118	5.3%
9	47260	5.4%

Value	Count	Frequency (%)
10	47800	5.4%
9	47260	5.4%
8	47118	5.3%
7	47740	5.4%
6	47108	5.3%
5	49836	5.7%
4	77500	8.8%
3	105458	12.0%
2	133142	15.1%
1	138952	15.8%

dias_atraso
Real number (ℝ)

Zeros

Distinct	31
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	12.965722

Minimum	0
Maximum	30
Zeros	33808
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	12
Q3	19
95-th percentile	28
Maximum	30
Range	30
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.2580578
Coefficient of variation (CV)	0.63691463
Kurtosis	-0.89567996
Mean	12.965722
Median Absolute Deviation (MAD)	6
Skewness	0.26740667
Sum	11431410
Variance	68.195519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
12	34396	3.9%
11	34370	3.9%
20	34350	3.9%
13	34190	3.9%
14	34156	3.9%
10	34102	3.9%
7	34054	3.9%
18	34054	3.9%
3	34050	3.9%
1	34042	3.9%
Other values (21)	539900	61.2%

Value	Count	Frequency (%)
0	33808	3.8%
1	34042	3.9%
2	33644	3.8%
3	34050	3.9%
4	33876	3.8%
5	33488	3.8%
6	33908	3.8%
7	34054	3.9%
8	33784	3.8%
9	33738	3.8%

Value	Count	Frequency (%)
30	17180	1.9%
29	16892	1.9%
28	16598	1.9%
27	16356	1.9%
26	16766	1.9%
25	16724	1.9%
24	16650	1.9%
23	16646	1.9%
22	16908	1.9%
21	17340	2.0%

assinatura
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	5
Missing (%)	< 0.1%
Memory size	6.7 MiB

Standard	298255
Premium	297354
Basic	286052

Length

Max length	8
Median length	7
Mean length	6.6893942
Min length	5

Characters and Unicode

Total characters	5897778
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Standard
2nd row	Basic
3rd row	Basic
4th row	Standard
5th row	Basic

Common Values

Value	Count	Frequency (%)
Standard	298255	33.8%
Premium	297354	33.7%
Basic	286052	32.4%
(Missing)	5	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
standard	298255	33.8%
premium	297354	33.7%
basic	286052	32.4%

Most occurring characters

Value	Count	Frequency (%)
a	882562	15.0%
d	596510	10.1%
r	595609	10.1%
m	594708	10.1%
i	583406	9.9%
S	298255	5.1%
n	298255	5.1%
t	298255	5.1%
e	297354	5.0%
P	297354	5.0%
Other values (4)	1155510	19.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5897778	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	882562	15.0%
d	596510	10.1%
r	595609	10.1%
m	594708	10.1%
i	583406	9.9%
S	298255	5.1%
n	298255	5.1%
t	298255	5.1%
e	297354	5.0%
P	297354	5.0%
Other values (4)	1155510	19.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5897778	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	882562	15.0%
d	596510	10.1%
r	595609	10.1%
m	594708	10.1%
i	583406	9.9%
S	298255	5.1%
n	298255	5.1%
t	298255	5.1%
e	297354	5.0%
P	297354	5.0%
Other values (4)	1155510	19.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5897778	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	882562	15.0%
d	596510	10.1%
r	595609	10.1%
m	594708	10.1%
i	583406	9.9%
S	298255	5.1%
n	298255	5.1%
t	298255	5.1%
e	297354	5.0%
P	297354	5.0%
Other values (4)	1155510	19.6%

duracao_contrato
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	3
Missing (%)	< 0.1%
Memory size	6.7 MiB

Annual	354396
Quarterly	353060
Monthly	174207

Length

Max length	9
Median length	7
Mean length	7.3989325
Min length	6

Characters and Unicode

Total characters	6523365
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Annual
2nd row	Monthly
3rd row	Quarterly
4th row	Monthly
5th row	Monthly

Common Values

Value	Count	Frequency (%)
Annual	354396	40.2%
Quarterly	353060	40.0%
Monthly	174207	19.8%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
annual	354396	40.2%
quarterly	353060	40.0%
monthly	174207	19.8%

Most occurring characters

Value	Count	Frequency (%)
n	882999	13.5%
l	881663	13.5%
u	707456	10.8%
a	707456	10.8%
r	706120	10.8%
y	527267	8.1%
t	527267	8.1%
A	354396	5.4%
Q	353060	5.4%
e	353060	5.4%
Other values (3)	522621	8.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6523365	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	882999	13.5%
l	881663	13.5%
u	707456	10.8%
a	707456	10.8%
r	706120	10.8%
y	527267	8.1%
t	527267	8.1%
A	354396	5.4%
Q	353060	5.4%
e	353060	5.4%
Other values (3)	522621	8.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6523365	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	882999	13.5%
l	881663	13.5%
u	707456	10.8%
a	707456	10.8%
r	706120	10.8%
y	527267	8.1%
t	527267	8.1%
A	354396	5.4%
Q	353060	5.4%
e	353060	5.4%
Other values (3)	522621	8.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6523365	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	882999	13.5%
l	881663	13.5%
u	707456	10.8%
a	707456	10.8%
r	706120	10.8%
y	527267	8.1%
t	527267	8.1%
A	354396	5.4%
Q	353060	5.4%
e	353060	5.4%
Other values (3)	522621	8.0%

total_gasto
Real number (ℝ)

Distinct	68363
Distinct (%)	7.8%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	631.61622

Minimum	100
Maximum	1000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	100
5-th percentile	177
Q1	480
median	661
Q3	830
95-th percentile	965.8985
Maximum	1000
Range	900
Interquartile range (IQR)	350

Descriptive statistics

Standard deviation	240.80286
Coefficient of variation (CV)	0.3812487
Kurtosis	-0.75149138
Mean	631.61622
Median Absolute Deviation (MAD)	172.55
Skewness	-0.4571733
Sum	5.5687329 × 10⁸
Variance	57986.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
234	538	0.1%
432	534	0.1%
703	532	0.1%
139	530	0.1%
845	530	0.1%
581	530	0.1%
133	526	0.1%
534	524	0.1%
613	524	0.1%
269	522	0.1%
Other values (68353)	876374	99.4%

Value	Count	Frequency (%)
100	200	< 0.1%
100.02	2	< 0.1%
100.06	2	< 0.1%
100.07	2	< 0.1%
100.08	2	< 0.1%
100.09	4	< 0.1%
100.11	2	< 0.1%
100.12	4	< 0.1%
100.13	4	< 0.1%
100.16	6	< 0.1%

Value	Count	Frequency (%)
1000	222	< 0.1%
999.99	10	< 0.1%
999.98	4	< 0.1%
999.97	6	< 0.1%
999.96	14	< 0.1%
999.95	4	< 0.1%
999.94	10	< 0.1%
999.93	8	< 0.1%
999.92	12	< 0.1%
999.91	4	< 0.1%

meses_ultima_interacao
Real number (ℝ)

Distinct	30
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	14.480868

Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	7
median	14
Q3	22
95-th percentile	29
Maximum	30
Range	29
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.5962028
Coefficient of variation (CV)	0.59362483
Kurtosis	-1.15376
Mean	14.480868
Median Absolute Deviation (MAD)	7
Skewness	0.17677375
Sum	12767260
Variance	73.894703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
7	33828	3.8%
14	33542	3.8%
8	33524	3.8%
15	33500	3.8%
6	33492	3.8%
1	33454	3.8%
12	33444	3.8%
3	33422	3.8%
5	33420	3.8%
10	33370	3.8%
Other values (20)	546668	62.0%

Value	Count	Frequency (%)
1	33454	3.8%
2	33326	3.8%
3	33422	3.8%
4	33140	3.8%
5	33420	3.8%
6	33492	3.8%
7	33828	3.8%
8	33524	3.8%
9	33064	3.8%
10	33370	3.8%

Value	Count	Frequency (%)
30	25308	2.9%
29	25134	2.9%
28	25508	2.9%
27	25574	2.9%
26	25646	2.9%
25	25206	2.9%
24	25786	2.9%
23	25288	2.9%
22	25380	2.9%
21	25290	2.9%

cancelou
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Memory size	6.7 MiB

1.0	499998
0.0	381666

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2644992
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	499998	56.7%
0.0	381666	43.3%
(Missing)	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	499998	56.7%
0.0	381666	43.3%

Most occurring characters

Value	Count	Frequency (%)
0	1263330	47.8%
.	881664	33.3%
1	499998	18.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2644992	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1263330	47.8%
.	881664	33.3%
1	499998	18.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2644992	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1263330	47.8%
.	881664	33.3%
1	499998	18.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2644992	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1263330	47.8%
.	881664	33.3%
1	499998	18.9%

	CustomerID	assinatura	cancelou	dias_atraso	duracao_contrato	frequencia_uso	idade	ligacoes_callcenter	meses_ultima_interacao	sexo	tempo_como_cliente	total_gasto
CustomerID	1.000	0.014	0.949	-0.243	0.291	0.038	-0.163	-0.470	-0.125	0.166	0.044	0.334
assinatura	0.014	1.000	0.021	0.005	0.007	0.001	0.007	0.009	0.003	0.003	0.039	0.008
cancelou	0.949	0.021	1.000	0.402	0.434	0.059	0.432	0.615	0.172	0.175	0.078	0.496
dias_atraso	-0.243	0.005	0.402	1.000	0.112	-0.013	0.051	0.146	0.039	0.063	-0.015	-0.104
duracao_contrato	0.291	0.007	0.434	0.112	1.000	0.016	0.122	0.169	0.047	0.068	0.023	0.136
frequencia_uso	0.038	0.001	0.059	-0.013	0.016	1.000	-0.006	-0.021	-0.005	0.013	-0.027	0.017
idade	-0.163	0.007	0.432	0.051	0.122	-0.006	1.000	0.169	0.026	0.066	-0.010	-0.070
ligacoes_callcenter	-0.470	0.009	0.615	0.146	0.169	-0.021	0.169	1.000	0.075	0.097	-0.027	-0.199
meses_ultima_interacao	-0.125	0.003	0.172	0.039	0.047	-0.005	0.026	0.075	1.000	0.156	-0.007	-0.052
sexo	0.166	0.003	0.175	0.063	0.068	0.013	0.066	0.097	0.156	1.000	0.011	0.077
tempo_como_cliente	0.044	0.039	0.078	-0.015	0.023	-0.027	-0.010	-0.027	-0.007	0.011	1.000	0.017
total_gasto	0.334	0.008	0.496	-0.104	0.136	0.017	-0.070	-0.199	-0.052	0.077	0.017	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	CustomerID	idade	sexo	tempo_como_cliente	frequencia_uso	ligacoes_callcenter	dias_atraso	assinatura	duracao_contrato	total_gasto	meses_ultima_interacao	cancelou
0	2.0	30.0	Female	39.0	14.0	5.0	18.0	Standard	Annual	932.0	17.0	1.0
1	3.0	65.0	Female	49.0	1.0	10.0	8.0	Basic	Monthly	557.0	6.0	1.0
2	4.0	55.0	Female	14.0	4.0	6.0	18.0	Basic	Quarterly	185.0	3.0	1.0
3	5.0	58.0	Male	38.0	21.0	7.0	7.0	Standard	Monthly	396.0	29.0	1.0
4	6.0	23.0	Male	32.0	20.0	5.0	8.0	Basic	Monthly	617.0	20.0	1.0
5	8.0	51.0	Male	33.0	25.0	9.0	26.0	Premium	Annual	129.0	8.0	1.0
6	9.0	58.0	Female	49.0	12.0	3.0	16.0	Standard	Quarterly	821.0	24.0	1.0
7	10.0	55.0	Female	37.0	8.0	4.0	15.0	Premium	Annual	445.0	30.0	1.0
8	11.0	39.0	Male	12.0	5.0	7.0	4.0	Standard	Quarterly	969.0	13.0	1.0
9	12.0	64.0	Female	3.0	25.0	2.0	11.0	Standard	Quarterly	415.0	29.0	1.0

	CustomerID	idade	sexo	tempo_como_cliente	frequencia_uso	ligacoes_callcenter	dias_atraso	assinatura	duracao_contrato	total_gasto	meses_ultima_interacao
881656	449990.0	48.0	Male	11.0	27.0	1.0	18.0	Standard	Annual	618.28	5.0
881657	449991.0	41.0	Male	46.0	25.0	3.0	2.0	Standard	Quarterly	619.79	15.0
881658	449992.0	41.0	Male	27.0	20.0	2.0	12.0	Standard	Quarterly	634.17	27.0
881659	449993.0	49.0	Male	37.0	23.0	4.0	16.0	Standard	Annual	666.65	30.0
881660	449994.0	45.0	Male	6.0	25.0	2.0	15.0	Basic	Annual	837.00	2.0
881661	449995.0	42.0	Male	54.0	15.0	1.0	3.0	Premium	Annual	716.38	8.0
881662	449996.0	25.0	Female	8.0	13.0	1.0	20.0	Premium	Annual	745.38	2.0
881663	449997.0	26.0	Male	35.0	27.0	1.0	5.0	Standard	Quarterly	977.31	9.0
881664	449998.0	28.0	Male	55.0	14.0	2.0	0.0	Standard	Quarterly	602.55	2.0
881665	449999.0	31.0	Male	48.0	20.0	1.0	14.0	Premium	Quarterly	567.77	21.0

Most frequently occurring

	CustomerID	idade	sexo	tempo_como_cliente	frequencia_uso	ligacoes_callcenter	dias_atraso	assinatura	duracao_contrato	total_gasto	meses_ultima_interacao	cancelou	# duplicates
0	2.0	30.0	Female	39.0	14.0	5.0	18.0	Standard	Annual	932.0	17.0	1.0	2
1	3.0	65.0	Female	49.0	1.0	10.0	8.0	Basic	Monthly	557.0	6.0	1.0	2
2	4.0	55.0	Female	14.0	4.0	6.0	18.0	Basic	Quarterly	185.0	3.0	1.0	2
3	5.0	58.0	Male	38.0	21.0	7.0	7.0	Standard	Monthly	396.0	29.0	1.0	2
4	6.0	23.0	Male	32.0	20.0	5.0	8.0	Basic	Monthly	617.0	20.0	1.0	2
5	8.0	51.0	Male	33.0	25.0	9.0	26.0	Premium	Annual	129.0	8.0	1.0	2
6	9.0	58.0	Female	49.0	12.0	3.0	16.0	Standard	Quarterly	821.0	24.0	1.0	2
7	10.0	55.0	Female	37.0	8.0	4.0	15.0	Premium	Annual	445.0	30.0	1.0	2
8	11.0	39.0	Male	12.0	5.0	7.0	4.0	Standard	Quarterly	969.0	13.0	1.0	2
9	12.0	64.0	Female	3.0	25.0	2.0	11.0	Standard	Quarterly	415.0	29.0	1.0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring